Water Stress Index Detection Using a Low-Cost Infrared Sensor and Excess Green Image Processing

被引:3
|
作者
de Paulo, Rodrigo Leme [1 ]
Garcia, Angel Pontin [1 ]
Umezu, Claudio Kiyoshi [1 ]
de Camargo, Antonio Pires [1 ]
Soares, Fabricio Theodoro [1 ]
Albiero, Daniel [1 ]
机构
[1] Univ Estadual Campinas, Sch Agr Engn, BR-13083875 Campinas, Brazil
基金
巴西圣保罗研究基金会;
关键词
water stress; precision irrigation; non-water-stressed baseline; soil moisture; infra-red sensor; CANOPY TEMPERATURE; THERMAL IMAGERY; CROP; CWSI; THERMOGRAPHY; SOIL;
D O I
10.3390/s23031318
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Precision Irrigation (PI) is a promising technique for monitoring and controlling water use that allows for meeting crop water requirements based on site-specific data. However, implementing the PI needs precise data on water evapotranspiration. The detection and monitoring of crop water stress can be achieved by several methods, one of the most interesting being the use of infra-red (IR) thermometry combined with the estimate of the Crop Water Stress Index (CWSI). However, conventional IR equipment is expensive, so the objective of this paper is to present the development of a new low-cost water stress detection system using TL indices obtained by crossing the responses of infrared sensors with image processing. The results demonstrated that it is possible to use low-cost IR sensors with a directional Field of Vision (FoV) to measure plant temperature, generate thermal maps, and identify water stress conditions. The Leaf Temperature Maps, generated by the IR sensor readings of the plant segmentation in the RGB image, were validated by thermal images. Furthermore, the estimated CWSI is consistent with the literature results.
引用
收藏
页数:21
相关论文
共 50 条
  • [21] Asynchronous stroboscopic structured lighting image processing using low-cost cameras
    Borsato, Frank H.
    Morimoto, Carlos H.
    PROCEEDINGS 2018 31ST SIBGRAPI CONFERENCE ON GRAPHICS, PATTERNS AND IMAGES (SIBGRAPI), 2018, : 321 - 328
  • [22] Traffic Metrics at Urban Intersections using a Low-Cost Image Processing Approach
    Ingles-Romero, J. F.
    Domenech-Asensi, G.
    Cano-Banos, M. D.
    Morales-Esteras, V.
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON DISTRIBUTED SMART CAMERAS (ICDSC'18), 2018,
  • [23] Towards the Development of Rapid and Low-Cost Pathogen Detection Systems Using Microfluidic Technology and Optical Image Processing
    Kerrouche, Abdelfateh
    Lithgow, Jordan
    Muhammad, Ilyas
    Romdhani, Imed
    APPLIED SCIENCES-BASEL, 2020, 10 (07):
  • [24] Feasibility Study of Water Stress Detection in Plants using a High-Throughput Low-Cost System
    da Silva, Rafael L.
    Starliper, Nathan
    Bhosale, Dinesh Kiran
    Taggart, Matthew
    Ranganath, Rakshita
    Sarje, Trupti
    Daniele, Michael
    Bozkurt, Alper
    Rufty, Thomas
    Lobaton, Edgar
    2020 IEEE SENSORS, 2020,
  • [25] Electrochemical detection of arsenic in drinking water using low-cost electrode
    Deepti
    Mondal, Partha Sarathi
    MATERIALS TODAY-PROCEEDINGS, 2022, 66 : 3199 - 3204
  • [26] Electrochemical detection of arsenic in drinking water using low-cost electrode
    Deepti
    Mondal, Partha Sarathi
    CONDENSED MATTER PHYSICS, CMDAYS 2021, 2022, : 3199 - 3204
  • [27] Early detection of heart diseases using a low-cost compact ECG sensor
    Shivam Dixit
    Rahul Kala
    Multimedia Tools and Applications, 2021, 80 : 32615 - 32637
  • [28] Low-Cost Monitoring and Intruders Detection Using Wireless Video Sensor Networks
    Bahi, Jacques M.
    Guyeux, Christophe
    Makhoul, Abdallah
    Congduc Pham
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2012,
  • [29] Early detection of heart diseases using a low-cost compact ECG sensor
    Dixit, Shivam
    Kala, Rahul
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (21-23) : 32615 - 32637
  • [30] Low-Cost Automatic Sensor for in Situ Colorimetric Detection of Phosphate and Nitrite in Agricultural Water
    Lin, Beichen
    Xu, Jin
    Lin, Kunning
    Li, Mingpo
    Lu, Miao
    ACS SENSORS, 2018, 3 (12): : 2541 - 2549